NCA-GENM Exam Dumps | You're developing a multimodal A1 system that takes image data, text descriptions, and user interaction

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Question 51/192

You're developing a multimodal A1 system that takes image data, text descriptions, and user interaction data (clicks, dwell time) to generate personalized product recommendations. To effectively combine these modalities and capture complex relationships, which model architecture would be most suitable?

A. A simple linear regression model.

B. A decision tree-based model.

C. A deep learning architecture incorporating attention mechanisms and cross-modal fusion layers, with separate embedding layers for each modality, followed by a shared representation layer for joint learning and prediction.

D. A k-nearest neighbors (KNN) algorithm.

E. A Naive Bayes classifier.

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